Exploiting Random Intercepts: Two case studies in sociophonetics

نویسندگان

  • Katie Drager
  • Jennifer Hay
  • Daniel Ezra Johnson
  • Rena Torres
چکیده

An increasing number of sociolinguists are using mixed effects models, models which allow for the inclusion of both fixed and random predicting variables. In most analyses, random effect intercepts are treated as a by-product of the model; they are viewed simply as a way to fit a more accurate model. This paper presents additional uses for random effect intercepts within the context of two case studies. Specifically, this paper demonstrates how random intercepts can be exploited to assist studies of speaker style and identity and to normalize for vocal tract size within certain linguistic environments. We argue that, in addition to adopting mixed effect modeling more generally, sociolinguists should view random intercepts as a potential tool during analysis.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Identification in Some Random Coefficients Panel Data Models (With Application to Quantile Regression)

This paper considers a random coefficients panel data model with individualspecific intercepts (or fixed effects). The identification of the distribution of random slope coefficients is established in two settings: when random slope coefficients are conditionally independent from individual-specific intercepts; and when individual-specific intercepts are allowed to depend on random slope coeffi...

متن کامل

A note on obtaining correct marginal predictions from a random intercepts model for binary outcomes.

BACKGROUND Clustered data with binary outcomes are often analysed using random intercepts models or generalised estimating equations (GEE) resulting in cluster-specific or 'population-average' inference, respectively. METHODS When a random effects model is fitted to clustered data, predictions may be produced for a member of an existing cluster by using estimates of the fixed effects (regress...

متن کامل

Sociophonetics

Sociophonetics integrates principles, techniques, and theoretical frameworks from phonetics with those from sociolinguistics. Early work under this label typically involved applications of standard phonetic methods – vowel formant analysis, for example – to ‘sociolinguistic’ data, such as socially-differentiated corpora of speech, or to non-standard dialects of widely-spoken languages. In that ...

متن کامل

Handling Correlations Between Covariates and Random Slopes in Multilevel Models

This article discusses estimation of multilevel/hierarchical linear models that include cluster-level random intercepts and random slopes. Viewing the models as structural, the random intercepts and slopes represent the effects of omitted cluster-level covariates that may be correlated with included covariates. The resulting correlations between random effects (intercepts and slopes) and includ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2012